processed/wavelet_ecg/wavelet_ecg.json

{
  "check": "Wavelet-scattering vs deep CNN on ECG \u2014 DATA-SCARCITY curve (PTB-XL, 5 superclasses)",
  "scatter_feature_dim": 1512,
  "label_budgets": [
    "100",
    "300",
    "1000",
    "3000",
    "6408"
  ],
  "curve": {
    "100": {
      "scatter_auroc": 0.5409,
      "deep_auroc": 0.6977,
      "delta": -0.1567
    },
    "300": {
      "scatter_auroc": 0.538,
      "deep_auroc": 0.7764,
      "delta": -0.2384
    },
    "1000": {
      "scatter_auroc": 0.5386,
      "deep_auroc": 0.8139,
      "delta": -0.2754
    },
    "3000": {
      "scatter_auroc": 0.5386,
      "deep_auroc": 0.8467,
      "delta": -0.3081
    },
    "6408": {
      "scatter_auroc": 0.5383,
      "deep_auroc": 0.8751,
      "delta": -0.3369
    }
  },
  "verdict": "deep net wins even at low N \u2014 scattering not worth it here",
  "n_test": 801,
  "external_validated": false,
  "elapsed_s": 4857.2
}